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Question

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1
at a particular high school, students must start their first class at 8:40 am. the times students generally arrive at school are normally distributed with a mean of 8:30 am and a standard deviation of 5 minutes. on a typical day, approximately what percent of the students will be late?
2.3
1.8
4.9
5.4

Explanation:

Step1: Calculate the z - score

The formula for the z - score is \(z=\frac{x - \mu}{\sigma}\), where \(x\) is the value, \(\mu\) is the mean, and \(\sigma\) is the standard deviation.
Here, \(x = 8:40\) (which is \(8:30+10\) minutes), \(\mu = 8:30\) (mean), \(\sigma = 5\) (standard deviation).
\(z=\frac{40 - 30}{5}=\frac{10}{5}=2\)

Step2: Use the empirical rule (68 - 95 - 99.7 rule)

For a normal distribution:

  • Approximately \(68\%\) of the data lies within \(z=- 1\) and \(z = 1\)
  • Approximately \(95\%\) of the data lies within \(z=-2\) and \(z = 2\)
  • Approximately \(99.7\%\) of the data lies within \(z=-3\) and \(z = 3\)

The percentage of data beyond \(z = 2\) (in the right - tail) is \(\frac{100\%-95\%}{2}=2.5\%\approx2.3\%\) (using more accurate values from the standard normal table, the value for \(z = 2\) is \(P(Z>2)=1 - P(Z\leq2)\), and from the standard normal table \(P(Z\leq2)=0.9772\), so \(P(Z > 2)=1 - 0.9772=0.0228\approx2.3\%\))

Answer:

2.3